{"id":"W2890406325","doi":"10.1111/bjso.12279","title":"The transformative and informative nature of elections: Representation, schism, and exit","year":2018,"lang":"en","type":"article","venue":"British Journal of Social Psychology","topic":"Social and Intergroup Psychology","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Representation (politics); Identity (music); Democracy; Schism; Perception; Social psychology; Political science; Transformative learning; Sociology; Political economy; Law; Politics; Psychology; Aesthetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008714016,0.00006106828,0.000196457,0.0001002327,0.001147915,0.00006311214,0.0001698437,0.0002386021,0.00005964599],"category_scores_gemma":[0.0003534069,0.00005646262,0.00006763918,0.000379029,0.002575011,0.0003930083,0.0000142772,0.0004541011,0.000002039164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001690848,"about_ca_system_score_gemma":0.00005129373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002282414,"about_ca_topic_score_gemma":0.001069006,"domain_scores_codex":[0.998767,0.0003536631,0.0004238766,0.00008389848,0.0001837222,0.0001878192],"domain_scores_gemma":[0.9987589,0.0001839803,0.0003975628,0.00003548142,0.0005645293,0.00005961406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006822352,0.000157383,0.003666933,0.00001375131,0.0003984341,0.00001692593,0.268822,3.623439e-8,0.0004144874,0.07799704,0.1410727,0.5067581],"study_design_scores_gemma":[0.00236601,0.001017617,0.5300467,0.00008418776,0.00006052789,0.0008602571,0.1060679,0.000001198458,0.0001321551,0.1184034,0.2407452,0.0002148062],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8943537,0.002668465,0.0003010783,0.01112525,0.001614124,0.0001922357,0.00001073758,0.00001263348,0.08972177],"genre_scores_gemma":[0.990963,0.007037393,0.0001172312,0.0009042009,0.0008151505,0.000003114193,5.422334e-7,0.000005049879,0.0001542906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5263798,"threshold_uncertainty_score":0.9487735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01786698520101055,"score_gpt":0.3961342008996192,"score_spread":0.3782672156986087,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}